08 — Monitor & Observe

Alerting & SLOs#

Reliability✓ Mathematical
◆ The PatternLatency budgets, error budgets, and avoiding alert fatigue

A Service Level Objective (SLO) defines what "good enough" means: "99.5% of predictions return within 200ms." The error budget is what's left — you can spend it on risky deployments. Too many alerts and people ignore them; too few and incidents go unnoticed.

Error Budget = 1 − SLO target
If your SLO is 99.5% availability, your error budget is 0.5% — roughly 3.6 hours of downtime per month.
// Interactive — error budget burn rate
SLO Target %99.5%
Pattern bridge: Error budgets work like drawdown limits in trading — a predefined loss tolerance that triggers defensive action when consumed. The statistical foundation is the same confidence interval logic.
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